● GUIDE / COMPETITOR VISIBILITY
How to assess competitors
in AI-generated answers.
Competitor visibility is more than a count of brand names. A useful assessment looks at which competitors appear for which questions, the language used to describe them and the roles they occupy in a customer’s decision.
Look for patterns, not one-off mentions
A competitor may repeatedly appear for a specific use case, price point, product type or customer need. Group prompts into themes and compare the answers. This makes it easier to see whether another brand owns a meaningful position in AI-led discovery.
Record the context of each mention
Capture whether a competitor is presented as a recommendation, an alternative, a premium option, a budget choice or a specialist. This context is often more useful than raw visibility alone because it identifies the proposition AI is associating with that brand.
Turn the comparison into a plan
Prioritise gaps connected to commercially important prompts. The next action may be clearer category content, more useful comparison material, stronger evidence for a product claim or relevant third-party coverage.